{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Action1基于高德地图的路径规划     \n",
    "\n",
    "从指定地点start，到终点end的路径规划     最优路径定义：     1）距离最短     2）时间最短     输入：start,end     输出：路径规划，所需的距离、时间\n",
    "\n",
    "1、完成代码（20points）     2、结果正确（20points）     能对地点的信息，使用高德地图API进行location     能使用最短路径算法进行路径规划，并能保存路径     能对算法API进行封装，并通过调用完成路径规划问题     "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 爬虫、数据收集整理"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 获得指定城市的地铁路线-北京\n",
    "import requests\n",
    "from bs4 import BeautifulSoup\n",
    "import pandas as pd\n",
    "import re"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "d:\\学习\\研究生\\算法工程师\\Bi\\Bi_env\\lib\\site-packages\\bs4\\__init__.py:220: UserWarning: You provided Unicode markup but also provided a value for from_encoding. Your from_encoding will be ignored.\n",
      "  warnings.warn(\"You provided Unicode markup but also provided a value for from_encoding. Your from_encoding will be ignored.\")\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>site</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>四惠站</td>\n",
       "      <td>地铁八通线</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>四惠东站</td>\n",
       "      <td>地铁八通线</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>高碑店站</td>\n",
       "      <td>地铁八通线</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>传媒大学站</td>\n",
       "      <td>地铁八通线</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>双桥站</td>\n",
       "      <td>地铁八通线</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>346</th>\n",
       "      <td>永丰站</td>\n",
       "      <td>地铁16号线</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>347</th>\n",
       "      <td>永丰南站</td>\n",
       "      <td>地铁16号线</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>348</th>\n",
       "      <td>西北旺站</td>\n",
       "      <td>地铁16号线</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>349</th>\n",
       "      <td>马连洼站</td>\n",
       "      <td>地铁16号线</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>350</th>\n",
       "      <td>西苑站</td>\n",
       "      <td>地铁16号线</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>351 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      name    site\n",
       "0      四惠站   地铁八通线\n",
       "1     四惠东站   地铁八通线\n",
       "2     高碑店站   地铁八通线\n",
       "3    传媒大学站   地铁八通线\n",
       "4      双桥站   地铁八通线\n",
       "..     ...     ...\n",
       "346    永丰站  地铁16号线\n",
       "347   永丰南站  地铁16号线\n",
       "348   西北旺站  地铁16号线\n",
       "349   马连洼站  地铁16号线\n",
       "350    西苑站  地铁16号线\n",
       "\n",
       "[351 rows x 2 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def get_page_content(request_url):\n",
    "    # 得到页面的内容\n",
    "    header={'user-agent': 'Mozilla/5.0 (Windows NT 10.0; WOW64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/74.0.3729.131 Safari/537.36'}\n",
    "    html = requests.get(request_url, headers=header, timeout=10)\n",
    "    content = html.text\n",
    "#     print(content)\n",
    "    soup = BeautifulSoup(content, 'html.parser', from_encoding='utf-8')\n",
    "    return soup\n",
    "request_url = 'https://ditie.mapbar.com/beijing_line/'\n",
    "soup = get_page_content(request_url)\n",
    "subways = soup.find_all('div',class_='station')\n",
    "\n",
    "df = pd.DataFrame(columns=['name','site'])\n",
    "\n",
    "for subway in subways:\n",
    "    # 得到线路名称\n",
    "    route_name = subway.find('strong', class_='bolder').text\n",
    "#     print('route_name=',route_name)\n",
    "    # 找到该线路中每一站名称\n",
    "    routes = subway.find('ul')\n",
    "    routes = routes.find_all('a')\n",
    "    for route in routes:\n",
    "#         print(route.text)\n",
    "        temp = {'name':route.text,'site':route_name}\n",
    "        df = df.append(temp, ignore_index=True)\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['city'] = '北京'\n",
    "df.to_excel('./subway.xlsx',index=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "地铁站经纬度api\n",
    "http://restapi.amap.com/v3/place/text?key=1396f4626d2408b9e2d42f89ba616b76&keywords=%E4%BA%94%E9%81%93%E5%8F%A3&types=&city=%E5%8C%97%E4%BA%AC&children=1&offset=1&page=1&extensions=all\n",
    "\n",
    "地铁站距离api\n",
    "http://restapi.amap.com/v3/distance?key=1396f4626d2408b9e2d42f89ba616b76&origins=116.337581,39.993138&destination=116.339941,39.976228&type=1\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "('116.337581', '39.993138')"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 添加经度longitude，维度latitude\n",
    "def get_location(keyword, city):\n",
    "    header={'user-agent': 'Mozilla/5.0 (Windows NT 10.0; WOW64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/74.0.3729.131 Safari/537.36'}\n",
    "    request_url = 'http://restapi.amap.com/v3/place/text?key=1396f4626d2408b9e2d42f89ba616b76&keywords=' + \\\n",
    "    keyword + '&types=&city=' + \\\n",
    "    city +'&children=1&offset=1&page=1&extensions=all'\n",
    "    data = requests.get(request_url, headers=header)\n",
    "    data.encoding = 'utf-8'\n",
    "    data = data.text\n",
    "#     print(data)\n",
    "    \n",
    "    pattern = 'location\":\"(.*?),(.*?)\"'\n",
    "    result = re.findall(pattern, data)\n",
    "#     print(result)\n",
    "#     print(result[0][0], result[0][1])\n",
    "    # 因为石门站有问题,可能高德地图没有石门站\n",
    "    try:\n",
    "        return result[0][0], result[0][1]\n",
    "    except:\n",
    "        return get_location(keyword.replace('站',''),city)\n",
    "get_location('五道口站','北京')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_excel('./subway.xlsx')\n",
    "df['longitude'], df['latitude'] = None, None\n",
    "for index,row in df.iterrows():\n",
    "#     print(row['name'],row['city'])\n",
    "    longitude, latitude = get_location(row['name'],row['city'])\n",
    "    df.iloc[index]['longitude'] = longitude\n",
    "    df.iloc[index]['latitude'] = latitude"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>site</th>\n",
       "      <th>city</th>\n",
       "      <th>longitude</th>\n",
       "      <th>latitude</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>四惠站</td>\n",
       "      <td>地铁八通线</td>\n",
       "      <td>北京</td>\n",
       "      <td>116.498489</td>\n",
       "      <td>39.908279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>四惠东站</td>\n",
       "      <td>地铁八通线</td>\n",
       "      <td>北京</td>\n",
       "      <td>116.514954</td>\n",
       "      <td>39.908051</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>高碑店站</td>\n",
       "      <td>地铁八通线</td>\n",
       "      <td>北京</td>\n",
       "      <td>115.858901</td>\n",
       "      <td>39.328727</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>传媒大学站</td>\n",
       "      <td>地铁八通线</td>\n",
       "      <td>北京</td>\n",
       "      <td>116.554931</td>\n",
       "      <td>39.909548</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>双桥站</td>\n",
       "      <td>地铁八通线</td>\n",
       "      <td>北京</td>\n",
       "      <td>116.569498</td>\n",
       "      <td>39.901066</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>346</th>\n",
       "      <td>永丰站</td>\n",
       "      <td>地铁16号线</td>\n",
       "      <td>北京</td>\n",
       "      <td>116.237766</td>\n",
       "      <td>40.071247</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>347</th>\n",
       "      <td>永丰南站</td>\n",
       "      <td>地铁16号线</td>\n",
       "      <td>北京</td>\n",
       "      <td>116.247876</td>\n",
       "      <td>40.064807</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>348</th>\n",
       "      <td>西北旺站</td>\n",
       "      <td>地铁16号线</td>\n",
       "      <td>北京</td>\n",
       "      <td>116.258460</td>\n",
       "      <td>40.048344</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>349</th>\n",
       "      <td>马连洼站</td>\n",
       "      <td>地铁16号线</td>\n",
       "      <td>北京</td>\n",
       "      <td>116.274073</td>\n",
       "      <td>40.032358</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>350</th>\n",
       "      <td>西苑站</td>\n",
       "      <td>地铁16号线</td>\n",
       "      <td>北京</td>\n",
       "      <td>116.291136</td>\n",
       "      <td>39.997817</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>351 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      name    site city   longitude   latitude\n",
       "0      四惠站   地铁八通线   北京  116.498489  39.908279\n",
       "1     四惠东站   地铁八通线   北京  116.514954  39.908051\n",
       "2     高碑店站   地铁八通线   北京  115.858901  39.328727\n",
       "3    传媒大学站   地铁八通线   北京  116.554931  39.909548\n",
       "4      双桥站   地铁八通线   北京  116.569498  39.901066\n",
       "..     ...     ...  ...         ...        ...\n",
       "346    永丰站  地铁16号线   北京  116.237766  40.071247\n",
       "347   永丰南站  地铁16号线   北京  116.247876  40.064807\n",
       "348   西北旺站  地铁16号线   北京  116.258460  40.048344\n",
       "349   马连洼站  地铁16号线   北京  116.274073  40.032358\n",
       "350    西苑站  地铁16号线   北京  116.291136  39.997817\n",
       "\n",
       "[351 rows x 5 columns]"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.to_excel('./subway.xlsx',index=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 路径规划"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "from collections import defaultdict\n",
    "import re"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "      name    site city   longitude   latitude\n",
      "0      四惠站   地铁八通线   北京  116.498489  39.908279\n",
      "1     四惠东站   地铁八通线   北京  116.514954  39.908051\n",
      "2     高碑店站   地铁八通线   北京  115.858901  39.328727\n",
      "3    传媒大学站   地铁八通线   北京  116.554931  39.909548\n",
      "4      双桥站   地铁八通线   北京  116.569498  39.901066\n",
      "..     ...     ...  ...         ...        ...\n",
      "346    永丰站  地铁16号线   北京  116.237766  40.071247\n",
      "347   永丰南站  地铁16号线   北京  116.247876  40.064807\n",
      "348   西北旺站  地铁16号线   北京  116.258460  40.048344\n",
      "349   马连洼站  地铁16号线   北京  116.274073  40.032358\n",
      "350    西苑站  地铁16号线   北京  116.291136  39.997817\n",
      "\n",
      "[351 rows x 5 columns]\n"
     ]
    }
   ],
   "source": [
    "# 数据加载\n",
    "data = pd.read_excel('./subway.xlsx')\n",
    "print(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {},
   "outputs": [],
   "source": [
    "def compute_distance(longitude1, latitude1, longitude2, latitude2):\n",
    "    header={'user-agent': 'Mozilla/5.0 (Windows NT 10.0; WOW64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/74.0.3729.131 Safari/537.36'}\n",
    "    request_url = 'http://restapi.amap.com/v3/distance?key=1396f4626d2408b9e2d42f89ba616b76&origins='+ \\\n",
    "    str(longitude1)+','+str(latitude1)+'&destination='+ \\\n",
    "    str(longitude2) +','+str(latitude2)+'&type=1'\n",
    "    data = requests.get(request_url, headers=header)\n",
    "    data.encoding = 'utf-8'\n",
    "    data = data.text\n",
    "#     print(data)\n",
    "    pattern = 'distance\":\"(.*?)\",\"duration\":\"(.*?)\"' # 注意是.*?不是.?*\n",
    "    result = re.findall(pattern, data)\n",
    "#     print(result)\n",
    "    return result[0][0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{\"status\":\"1\",\"info\":\"OK\",\"infocode\":\"10000\",\"results\":[{\"origin_id\":\"1\",\"dest_id\":\"1\",\"distance\":\"2646\",\"duration\":\"660\"}]}\n",
      "2646 660\n"
     ]
    }
   ],
   "source": [
    "#五道口的坐标(116.337581,39.993138)\n",
    "#知春路的坐标(116.339941,39.976228)\n",
    "compute_distance(116.337581,39.993138,116.339941,39.976228)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>site</th>\n",
       "      <th>city</th>\n",
       "      <th>longitude</th>\n",
       "      <th>latitude</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>四惠站</td>\n",
       "      <td>地铁八通线</td>\n",
       "      <td>北京</td>\n",
       "      <td>116.498489</td>\n",
       "      <td>39.908279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>四惠东站</td>\n",
       "      <td>地铁八通线</td>\n",
       "      <td>北京</td>\n",
       "      <td>116.514954</td>\n",
       "      <td>39.908051</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>高碑店站</td>\n",
       "      <td>地铁八通线</td>\n",
       "      <td>北京</td>\n",
       "      <td>115.858901</td>\n",
       "      <td>39.328727</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>传媒大学站</td>\n",
       "      <td>地铁八通线</td>\n",
       "      <td>北京</td>\n",
       "      <td>116.554931</td>\n",
       "      <td>39.909548</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>双桥站</td>\n",
       "      <td>地铁八通线</td>\n",
       "      <td>北京</td>\n",
       "      <td>116.569498</td>\n",
       "      <td>39.901066</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>346</th>\n",
       "      <td>永丰站</td>\n",
       "      <td>地铁16号线</td>\n",
       "      <td>北京</td>\n",
       "      <td>116.237766</td>\n",
       "      <td>40.071247</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>347</th>\n",
       "      <td>永丰南站</td>\n",
       "      <td>地铁16号线</td>\n",
       "      <td>北京</td>\n",
       "      <td>116.247876</td>\n",
       "      <td>40.064807</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>348</th>\n",
       "      <td>西北旺站</td>\n",
       "      <td>地铁16号线</td>\n",
       "      <td>北京</td>\n",
       "      <td>116.258460</td>\n",
       "      <td>40.048344</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>349</th>\n",
       "      <td>马连洼站</td>\n",
       "      <td>地铁16号线</td>\n",
       "      <td>北京</td>\n",
       "      <td>116.274073</td>\n",
       "      <td>40.032358</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>350</th>\n",
       "      <td>西苑站</td>\n",
       "      <td>地铁16号线</td>\n",
       "      <td>北京</td>\n",
       "      <td>116.291136</td>\n",
       "      <td>39.997817</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>351 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      name    site city   longitude   latitude\n",
       "0      四惠站   地铁八通线   北京  116.498489  39.908279\n",
       "1     四惠东站   地铁八通线   北京  116.514954  39.908051\n",
       "2     高碑店站   地铁八通线   北京  115.858901  39.328727\n",
       "3    传媒大学站   地铁八通线   北京  116.554931  39.909548\n",
       "4      双桥站   地铁八通线   北京  116.569498  39.901066\n",
       "..     ...     ...  ...         ...        ...\n",
       "346    永丰站  地铁16号线   北京  116.237766  40.071247\n",
       "347   永丰南站  地铁16号线   北京  116.247876  40.064807\n",
       "348   西北旺站  地铁16号线   北京  116.258460  40.048344\n",
       "349   马连洼站  地铁16号线   北京  116.274073  40.032358\n",
       "350    西苑站  地铁16号线   北京  116.291136  39.997817\n",
       "\n",
       "[351 rows x 5 columns]"
      ]
     },
     "execution_count": 88,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {
    "collapsed": true,
    "jupyter": {
     "outputs_hidden": true
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "四惠站 四惠东站 4143\n",
      "四惠东站 高碑店站 102120\n",
      "高碑店站 传媒大学站 108548\n",
      "传媒大学站 双桥站 4827\n",
      "双桥站 管庄站 3607\n",
      "管庄站 八里桥站 3242\n",
      "八里桥站 通州北苑站 3409\n",
      "通州北苑站 果园站 1472\n",
      "果园站 九棵树站 1510\n",
      "九棵树站 梨园站 2323\n",
      "梨园站 临河里站 2727\n",
      "临河里站 土桥站 1674\n",
      "西二旗站 生命科学园站 6812\n",
      "生命科学园站 朱辛庄站 3479\n",
      "朱辛庄站 巩华城站 6679\n",
      "巩华城站 沙河站 6498\n",
      "沙河站 沙河高教园站 3845\n",
      "沙河高教园站 南邵站 6825\n",
      "南邵站 北邵洼站 1981\n",
      "北邵洼站 昌平东关站 2741\n",
      "昌平东关站 昌平站 9602\n",
      "昌平站 十三陵景区站 9552\n",
      "十三陵景区站 昌平西山口站 2093\n",
      "苏庄站 良乡南关站 2180\n",
      "良乡南关站 良乡大学城西站 2266\n",
      "良乡大学城西站 良乡大学城站 2707\n",
      "良乡大学城站 良乡大学城北站 1514\n",
      "良乡大学城北站 广阳城站 2768\n",
      "广阳城站 篱笆房站 1243\n",
      "篱笆房站 长阳站 2237\n",
      "长阳站 稻田站 4280\n",
      "稻田站 大葆台站 15844\n",
      "大葆台站 郭公庄站 1951\n",
      "宋家庄站 肖村站 3417\n",
      "肖村站 小红门站 3757\n",
      "小红门站 旧宫站 4522\n",
      "旧宫站 亦庄桥站 3397\n",
      "亦庄桥站 亦庄文化园站 2001\n",
      "亦庄文化园站 万源街站 2362\n",
      "万源街站 荣京东街站 1537\n",
      "荣京东街站 荣昌东街站 1465\n",
      "荣昌东街站 同济南路站 2340\n",
      "同济南路站 经海路站 2331\n",
      "经海路站 次渠南站 3275\n",
      "次渠南站 次渠站 2001\n",
      "东直门站 三元桥站 3133\n",
      "三元桥站 三号航站楼站 21939\n",
      "三号航站楼站 二号航站楼站 6395\n",
      "二号航站楼站 三元桥站 19870\n",
      "三元桥站 东直门站 3312\n",
      "苹果园站 古城站 4650\n",
      "古城站 八角游乐园站 3191\n",
      "八角游乐园站 八宝山站 2190\n",
      "八宝山站 玉泉路站 3591\n",
      "玉泉路站 五棵松站 1734\n",
      "五棵松站 万寿路站 2346\n",
      "万寿路站 公主坟站 2217\n",
      "公主坟站 军事博物馆站 2380\n",
      "军事博物馆站 木樨地站 4988\n",
      "木樨地站 南礼士路站 2051\n",
      "南礼士路站 复兴门站 1819\n",
      "复兴门站 西单站 5512\n",
      "西单站 天安门西站 3765\n",
      "天安门西站 天安门东站 4825\n",
      "天安门东站 王府井站 2799\n",
      "王府井站 东单站 1095\n",
      "东单站 建国门站 5260\n",
      "建国门站 永安里站 2856\n",
      "永安里站 国贸站 1080\n",
      "国贸站 大望路站 2706\n",
      "大望路站 四惠站 4415\n",
      "四惠站 四惠东站 4143\n",
      "积水潭站 鼓楼大街站 2017\n",
      "鼓楼大街站 安定门站 1661\n",
      "安定门站 雍和宫站 761\n",
      "雍和宫站 东直门站 3117\n",
      "东直门站 东四十条站 1250\n",
      "东四十条站 朝阳门站 1269\n",
      "朝阳门站 建国门站 2344\n",
      "建国门站 北京站 4477\n",
      "北京站 崇文门站 2701\n",
      "崇文门站 前门站 1597\n",
      "前门站 和平门站 1283\n",
      "和平门站 宣武门站 3077\n",
      "宣武门站 长椿街站 1079\n",
      "长椿街站 复兴门站 1186\n",
      "复兴门站 阜成门站 3156\n",
      "阜成门站 车公庄站 2662\n",
      "车公庄站 西直门站 3639\n",
      "西直门站 积水潭站 3772\n",
      "安河桥北站 北宫门站 1954\n",
      "北宫门站 西苑站 2143\n",
      "西苑站 圆明园站 1875\n",
      "圆明园站 北京大学东门站 2537\n",
      "北京大学东门站 中关村站 1502\n",
      "中关村站 海淀黄庄站 891\n",
      "海淀黄庄站 人民大学站 2118\n",
      "人民大学站 魏公村站 3509\n",
      "魏公村站 国家图书馆站 2392\n",
      "国家图书馆站 动物园站 2849\n",
      "动物园站 西直门站 6383\n",
      "西直门站 新街口站 1941\n",
      "新街口站 平安里站 1739\n",
      "平安里站 西四站 985\n",
      "西四站 灵境胡同站 1017\n",
      "灵境胡同站 西单站 2118\n",
      "西单站 宣武门站 1920\n",
      "宣武门站 菜市口站 2825\n",
      "菜市口站 陶然亭站 4029\n",
      "陶然亭站 北京南站 2335\n",
      "北京南站 马家堡站 3469\n",
      "马家堡站 角门西站 2062\n",
      "角门西站 公益西桥站 1405\n",
      "公益西桥站 新宫站 4733\n",
      "新宫站 西红门站 5941\n",
      "西红门站 高米店北站 2760\n",
      "高米店北站 高米店南站 1921\n",
      "高米店南站 枣园站 1976\n",
      "枣园站 清源路站 1515\n",
      "清源路站 黄村西大街站 2101\n",
      "黄村西大街站 黄村火车站 2467\n",
      "黄村火车站 义和庄站 2762\n",
      "义和庄站 生物医药基地站 4101\n",
      "生物医药基地站 天宫院站 2320\n",
      "天通苑北站 天通苑站 834\n",
      "天通苑站 天通苑南站 1092\n",
      "天通苑南站 立水桥站 1503\n",
      "立水桥站 立水桥南站 1224\n",
      "立水桥南站 北苑路北站 1308\n",
      "北苑路北站 大屯路东站 2903\n",
      "大屯路东站 惠新西街北口站 3057\n",
      "惠新西街北口站 惠新西街南口站 1913\n",
      "惠新西街南口站 和平西桥站 3077\n",
      "和平西桥站 和平里北街站 1436\n",
      "和平里北街站 雍和宫站 2880\n",
      "雍和宫站 北新桥站 1435\n",
      "北新桥站 张自忠路站 969\n",
      "张自忠路站 东四站 897\n",
      "东四站 灯市口站 1335\n",
      "灯市口站 东单站 1634\n",
      "东单站 崇文门站 3332\n",
      "崇文门站 磁器口站 2047\n",
      "磁器口站 天坛东门站 2361\n",
      "天坛东门站 蒲黄榆站 2241\n",
      "蒲黄榆站 刘家窑站 2619\n",
      "刘家窑站 宋家庄站 2345\n",
      "海淀五路居站 慈寿寺站 3983\n",
      "慈寿寺站 花园桥站 2641\n",
      "花园桥站 白石桥南站 1814\n",
      "白石桥南站 车公庄西站 2300\n",
      "车公庄西站 车公庄站 1131\n",
      "车公庄站 平安里站 1850\n",
      "平安里站 北海北站 2034\n",
      "北海北站 南锣鼓巷站 2990\n",
      "南锣鼓巷站 东四站 3270\n",
      "东四站 朝阳门站 2514\n",
      "朝阳门站 东大桥站 1969\n",
      "东大桥站 呼家楼站 1059\n",
      "呼家楼站 金台路站 1556\n",
      "金台路站 十里堡站 3310\n",
      "十里堡站 青年路站 2548\n",
      "青年路站 褡裢坡站 5040\n",
      "褡裢坡站 黄渠站 2991\n",
      "黄渠站 常营站 2171\n",
      "常营站 草房站 1386\n",
      "草房站 物资学院路站 3652\n",
      "物资学院路站 通州北关站 4299\n",
      "通州北关站 北运河西站 3645\n",
      "北运河西站 郝家府站 3192\n",
      "郝家府站 东夏园站 1350\n",
      "东夏园站 潞城站 601379\n",
      "北京西站 湾子站 974\n",
      "湾子站 达官营站 959\n",
      "达官营站 广安门内站 1734\n",
      "广安门内站 菜市口站 3136\n",
      "菜市口站 虎坊桥站 2267\n",
      "虎坊桥站 珠市口站 1886\n",
      "珠市口站 桥湾站 1758\n",
      "桥湾站 磁器口站 2040\n",
      "磁器口站 广渠门内站 2177\n",
      "广渠门内站 广渠门外站 2739\n",
      "广渠门外站 九龙山站 241672\n",
      "九龙山站 大郊亭站 238571\n",
      "大郊亭站 百子湾站 5467\n",
      "百子湾站 化工站 2380\n",
      "化工站 南楼梓庄站 1604\n",
      "南楼梓庄站 欢乐谷景区站 1999\n",
      "欢乐谷景区站 双合站 4664\n",
      "双合站 焦化厂站 8482\n",
      "南锣鼓巷站 什刹海站 1054\n",
      "什刹海站 鼓楼大街站 3093\n",
      "鼓楼大街站 安德里北街站 1124\n",
      "安德里北街站 安华桥站 2187\n",
      "安华桥站 北土城站 1963\n",
      "北土城站 奥体中心站 1563\n",
      "奥体中心站 奥林匹克公园站 4571\n",
      "奥林匹克公园站 森林公园南门站 1863\n",
      "森林公园南门站 林萃桥站 3803\n",
      "林萃桥站 永泰庄站 4408\n",
      "永泰庄站 西小口站 1108\n",
      "西小口站 育新站 3082\n",
      "育新站 霍营站 2115\n",
      "霍营站 回龙观东大街站 1113\n",
      "回龙观东大街站 平西府站 2041\n",
      "平西府站 育知路站 2104\n",
      "育知路站 朱辛庄站 2964\n",
      "郭公庄站 丰台科技园站 1568\n",
      "丰台科技园站 科怡路站 3073\n",
      "科怡路站 丰台南路站 1941\n",
      "丰台南路站 丰台东大街站 3650\n",
      "丰台东大街站 七里庄站 1404\n",
      "七里庄站 六里桥站 2067\n",
      "六里桥站 六里桥东站 1311\n",
      "六里桥东站 北京西站 1270\n",
      "北京西站 军事博物馆站 3060\n",
      "军事博物馆站 白堆子站 4017\n",
      "白堆子站 白石桥南站 3773\n",
      "白石桥南站 国家图书馆站 1901\n",
      "车道沟站 长春桥站 1810\n",
      "长春桥站 火器营站 3872\n",
      "火器营站 巴沟站 4159\n",
      "巴沟站 苏州街站 1442\n",
      "苏州街站 海淀黄庄站 1140\n",
      "海淀黄庄站 知春里站 1771\n",
      "知春里站 知春路站 1523\n",
      "知春路站 西土城站 1161\n",
      "西土城站 牡丹园站 5590\n",
      "牡丹园站 健德门站 1869\n",
      "健德门站 北土城站 3094\n",
      "北土城站 安贞门站 975\n",
      "安贞门站 惠新西街南口站 922\n",
      "惠新西街南口站 芍药居站 2871\n",
      "芍药居站 太阳宫站 1294\n",
      "太阳宫站 三元桥站 2493\n",
      "三元桥站 亮马桥站 2160\n",
      "亮马桥站 农业展览馆站 2245\n",
      "农业展览馆站 团结湖站 998\n",
      "团结湖站 呼家楼站 1088\n",
      "呼家楼站 金台夕照站 1984\n",
      "金台夕照站 国贸站 1426\n",
      "国贸站 双井站 4703\n",
      "双井站 劲松站 1768854\n",
      "劲松站 潘家园站 1771661\n",
      "潘家园站 十里河站 2556\n",
      "十里河站 分钟寺站 2743\n",
      "分钟寺站 成寿寺站 3536\n",
      "成寿寺站 宋家庄站 2273\n",
      "宋家庄站 石榴庄站 2257\n",
      "石榴庄站 大红门站 5013\n",
      "大红门站 角门东站 3251\n",
      "角门东站 角门西站 1559\n",
      "角门西站 草桥站 731251\n",
      "草桥站 纪家庙站 730674\n",
      "纪家庙站 首经贸站 2288\n",
      "首经贸站 丰台站 2131\n",
      "丰台站 泥洼站 5241\n",
      "泥洼站 西局站 1834\n",
      "西局站 六里桥站 2752\n",
      "六里桥站 莲花桥站 2867\n",
      "莲花桥站 公主坟站 2826\n",
      "公主坟站 西钓鱼台站 5029\n",
      "西钓鱼台站 慈寿寺站 2099\n",
      "慈寿寺站 车道沟站 6926\n",
      "西直门站 大钟寺站 4809\n",
      "大钟寺站 知春路站 4567\n",
      "知春路站 五道口站 2893\n",
      "五道口站 上地站 7033\n",
      "上地站 西二旗站 2862\n",
      "西二旗站 龙泽站 6892\n",
      "龙泽站 回龙观站 2177\n",
      "回龙观站 霍营站 2474\n",
      "霍营站 立水桥站 7296\n",
      "立水桥站 北苑站 3522\n",
      "北苑站 望京西站 7912\n",
      "望京西站 芍药居站 4675\n",
      "芍药居站 光熙门站 3129\n",
      "光熙门站 柳芳站 2320\n",
      "柳芳站 东直门站 3454\n",
      "张郭庄站 园博园站 2091\n",
      "园博园站 大瓦窑站 6000\n",
      "大瓦窑站 郭庄子站 2610\n",
      "郭庄子站 大井站 6127\n",
      "大井站 七里庄站 3066\n",
      "七里庄站 西局站 1807\n",
      "北京南站 永定门站 3954\n",
      "永定门站 景泰站 1505365\n",
      "景泰站 蒲黄榆站 1506815\n",
      "蒲黄榆站 方庄站 1856\n",
      "方庄站 十里河站 2313\n",
      "十里河站 南八里庄站 10489\n",
      "南八里庄站 北工大西门站 6725\n",
      "北工大西门站 九龙山站 236642\n",
      "九龙山站 大望路站 242079\n",
      "大望路站 红庙站 1159\n",
      "红庙站 金台路站 2112\n",
      "金台路站 朝阳公园站 1486\n",
      "朝阳公园站 枣营站 1826\n",
      "枣营站 东风北桥站 2629\n",
      "东风北桥站 将台站 2890\n",
      "将台站 望京南站 1974\n",
      "望京南站 阜通站 1358\n",
      "阜通站 望京站 1332\n",
      "望京站 东湖渠站 1666\n",
      "东湖渠站 来广营站 2374\n",
      "来广营站 善各庄站 5047\n",
      "清华东路西口站 六道口站 1220\n",
      "六道口站 北沙滩站 2741\n",
      "北沙滩站 奥林匹克公园站 2924\n",
      "奥林匹克公园站 安立路站 2594\n",
      "安立路站 大屯路东站 2037\n",
      "大屯路东站 关庄站 2054\n",
      "关庄站 望京西站 2659\n",
      "望京西站 望京站 2635\n",
      "望京站 望京东站 2161\n",
      "望京东站 崔各庄站 5230\n",
      "崔各庄站 马泉营站 2093\n",
      "马泉营站 孙河站 3553\n",
      "孙河站 国展站 4768\n",
      "国展站 花梨坎站 2504\n",
      "花梨坎站 后沙峪站 5351\n",
      "后沙峪站 南法信站 6585\n",
      "南法信站 石门站 2836\n",
      "石门站 顺义站 1553\n",
      "顺义站 俸伯站 3912\n",
      "北安河站 温阳路站 4510\n",
      "温阳路站 稻香湖站 2270\n",
      "稻香湖站 屯佃站 3038\n",
      "屯佃站 永丰站 6777\n",
      "永丰站 永丰南站 1481\n",
      "永丰南站 西北旺站 2135\n",
      "西北旺站 马连洼站 3386\n",
      "马连洼站 西苑站 4584\n"
     ]
    }
   ],
   "source": [
    "# 保存途中两点之间的距离\n",
    "graph = defaultdict(dict)\n",
    "for i in range(data.shape[0]):\n",
    "    site1 = data.iloc[i]['site']\n",
    "    if i < data.shape[0]-1:\n",
    "        site2 = data.iloc[i+1]['site']\n",
    "        # 如果是同一条线路\n",
    "        if site1 == site2:\n",
    "            longitude1, latitude1 = data.iloc[i]['longitude'], data.iloc[i]['latitude']\n",
    "            longitude2, latitude2 = data.iloc[i+1]['longitude'], data.iloc[i+1]['latitude']\n",
    "            name1 = data.iloc[i]['name']\n",
    "            name2 = data.iloc[i+1]['name']\n",
    "            distance = compute_distance(longitude1, latitude1,longitude2, latitude2)\n",
    "            graph[name1][name2] = distance\n",
    "            graph[name2][name1] = distance\n",
    "            print(name1, name2, distance)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('四惠站', {'四惠东站': '4143', '大望路站': '4415'}),\n",
       " ('四惠东站', {'四惠站': '4143', '高碑店站': '102120'}),\n",
       " ('高碑店站', {'四惠东站': '102120', '传媒大学站': '108548'}),\n",
       " ('传媒大学站', {'高碑店站': '108548', '双桥站': '4827'}),\n",
       " ('双桥站', {'传媒大学站': '4827', '管庄站': '3607'}),\n",
       " ('管庄站', {'双桥站': '3607', '八里桥站': '3242'}),\n",
       " ('八里桥站', {'管庄站': '3242', '通州北苑站': '3409'}),\n",
       " ('通州北苑站', {'八里桥站': '3409', '果园站': '1472'}),\n",
       " ('果园站', {'通州北苑站': '1472', '九棵树站': '1510'}),\n",
       " ('九棵树站', {'果园站': '1510', '梨园站': '2323'})]"
      ]
     },
     "execution_count": 96,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list(graph.items())[:10]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "metadata": {},
   "outputs": [],
   "source": [
    "# import pickle\n",
    "# output = open('graph','wb')\n",
    "# pickle.dump(graph, output) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "metadata": {
    "collapsed": true,
    "jupyter": {
     "outputs_hidden": true
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "defaultdict(<class 'dict'>, {'四惠站': {'四惠东站': '4143', '大望路站': '4415'}, '四惠东站': {'四惠站': '4143', '高碑店站': '102120'}, '高碑店站': {'四惠东站': '102120', '传媒大学站': '108548'}, '传媒大学站': {'高碑店站': '108548', '双桥站': '4827'}, '双桥站': {'传媒大学站': '4827', '管庄站': '3607'}, '管庄站': {'双桥站': '3607', '八里桥站': '3242'}, '八里桥站': {'管庄站': '3242', '通州北苑站': '3409'}, '通州北苑站': {'八里桥站': '3409', '果园站': '1472'}, '果园站': {'通州北苑站': '1472', '九棵树站': '1510'}, '九棵树站': {'果园站': '1510', '梨园站': '2323'}, '梨园站': {'九棵树站': '2323', '临河里站': '2727'}, '临河里站': {'梨园站': '2727', '土桥站': '1674'}, '土桥站': {'临河里站': '1674'}, '西二旗站': {'生命科学园站': '6812', '上地站': '2862', '龙泽站': '6892'}, '生命科学园站': {'西二旗站': '6812', '朱辛庄站': '3479'}, '朱辛庄站': {'生命科学园站': '3479', '巩华城站': '6679', '育知路站': '2964'}, '巩华城站': {'朱辛庄站': '6679', '沙河站': '6498'}, '沙河站': {'巩华城站': '6498', '沙河高教园站': '3845'}, '沙河高教园站': {'沙河站': '3845', '南邵站': '6825'}, '南邵站': {'沙河高教园站': '6825', '北邵洼站': '1981'}, '北邵洼站': {'南邵站': '1981', '昌平东关站': '2741'}, '昌平东关站': {'北邵洼站': '2741', '昌平站': '9602'}, '昌平站': {'昌平东关站': '9602', '十三陵景区站': '9552'}, '十三陵景区站': {'昌平站': '9552', '昌平西山口站': '2093'}, '昌平西山口站': {'十三陵景区站': '2093'}, '苏庄站': {'良乡南关站': '2180'}, '良乡南关站': {'苏庄站': '2180', '良乡大学城西站': '2266'}, '良乡大学城西站': {'良乡南关站': '2266', '良乡大学城站': '2707'}, '良乡大学城站': {'良乡大学城西站': '2707', '良乡大学城北站': '1514'}, '良乡大学城北站': {'良乡大学城站': '1514', '广阳城站': '2768'}, '广阳城站': {'良乡大学城北站': '2768', '篱笆房站': '1243'}, '篱笆房站': {'广阳城站': '1243', '长阳站': '2237'}, '长阳站': {'篱笆房站': '2237', '稻田站': '4280'}, '稻田站': {'长阳站': '4280', '大葆台站': '15844'}, '大葆台站': {'稻田站': '15844', '郭公庄站': '1951'}, '郭公庄站': {'大葆台站': '1951', '丰台科技园站': '1568'}, '宋家庄站': {'肖村站': '3417', '刘家窑站': '2345', '成寿寺站': '2273', '石榴庄站': '2257'}, '肖村站': {'宋家庄站': '3417', '小红门站': '3757'}, '小红门站': {'肖村站': '3757', '旧宫站': '4522'}, '旧宫站': {'小红门站': '4522', '亦庄桥站': '3397'}, '亦庄桥站': {'旧宫站': '3397', '亦庄文化园站': '2001'}, '亦庄文化园站': {'亦庄桥站': '2001', '万源街站': '2362'}, '万源街站': {'亦庄文化园站': '2362', '荣京东街站': '1537'}, '荣京东街站': {'万源街站': '1537', '荣昌东街站': '1465'}, '荣昌东街站': {'荣京东街站': '1465', '同济南路站': '2340'}, '同济南路站': {'荣昌东街站': '2340', '经海路站': '2331'}, '经海路站': {'同济南路站': '2331', '次渠南站': '3275'}, '次渠南站': {'经海路站': '3275', '次渠站': '2001'}, '次渠站': {'次渠南站': '2001'}, '东直门站': {'三元桥站': '3312', '雍和宫站': '3117', '东四十条站': '1250', '柳芳站': '3454'}, '三元桥站': {'东直门站': '3312', '三号航站楼站': '21939', '二号航站楼站': '19870', '太阳宫站': '2493', '亮马桥站': '2160'}, '三号航站楼站': {'三元桥站': '21939', '二号航站楼站': '6395'}, '二号航站楼站': {'三号航站楼站': '6395', '三元桥站': '19870'}, '苹果园站': {'古城站': '4650'}, '古城站': {'苹果园站': '4650', '八角游乐园站': '3191'}, '八角游乐园站': {'古城站': '3191', '八宝山站': '2190'}, '八宝山站': {'八角游乐园站': '2190', '玉泉路站': '3591'}, '玉泉路站': {'八宝山站': '3591', '五棵松站': '1734'}, '五棵松站': {'玉泉路站': '1734', '万寿路站': '2346'}, '万寿路站': {'五棵松站': '2346', '公主坟站': '2217'}, '公主坟站': {'万寿路站': '2217', '军事博物馆站': '2380', '莲花桥站': '2826', '西钓鱼台站': '5029'}, '军事博物馆站': {'公主坟站': '2380', '木樨地站': '4988', '北京西站': '3060', '白堆子站': '4017'}, '木樨地站': {'军事博物馆站': '4988', '南礼士路站': '2051'}, '南礼士路站': {'木樨地站': '2051', '复兴门站': '1819'}, '复兴门站': {'南礼士路站': '1819', '西单站': '5512', '长椿街站': '1186', '阜成门站': '3156'}, '西单站': {'复兴门站': '5512', '天安门西站': '3765', '灵境胡同站': '2118', '宣武门站': '1920'}, '天安门西站': {'西单站': '3765', '天安门东站': '4825'}, '天安门东站': {'天安门西站': '4825', '王府井站': '2799'}, '王府井站': {'天安门东站': '2799', '东单站': '1095'}, '东单站': {'王府井站': '1095', '建国门站': '5260', '灯市口站': '1634', '崇文门站': '3332'}, '建国门站': {'东单站': '5260', '永安里站': '2856', '朝阳门站': '2344', '北京站': '4477'}, '永安里站': {'建国门站': '2856', '国贸站': '1080'}, '国贸站': {'永安里站': '1080', '大望路站': '2706', '金台夕照站': '1426', '双井站': '4703'}, '大望路站': {'国贸站': '2706', '四惠站': '4415', '九龙山站': '242079', '红庙站': '1159'}, '积水潭站': {'鼓楼大街站': '2017', '西直门站': '3772'}, '鼓楼大街站': {'积水潭站': '2017', '安定门站': '1661', '什刹海站': '3093', '安德里北街站': '1124'}, '安定门站': {'鼓楼大街站': '1661', '雍和宫站': '761'}, '雍和宫站': {'安定门站': '761', '东直门站': '3117', '和平里北街站': '2880', '北新桥站': '1435'}, '东四十条站': {'东直门站': '1250', '朝阳门站': '1269'}, '朝阳门站': {'东四十条站': '1269', '建国门站': '2344', '东四站': '2514', '东大桥站': '1969'}, '北京站': {'建国门站': '4477', '崇文门站': '2701'}, '崇文门站': {'北京站': '2701', '前门站': '1597', '东单站': '3332', '磁器口站': '2047'}, '前门站': {'崇文门站': '1597', '和平门站': '1283'}, '和平门站': {'前门站': '1283', '宣武门站': '3077'}, '宣武门站': {'和平门站': '3077', '长椿街站': '1079', '西单站': '1920', '菜市口站': '2825'}, '长椿街站': {'宣武门站': '1079', '复兴门站': '1186'}, '阜成门站': {'复兴门站': '3156', '车公庄站': '2662'}, '车公庄站': {'阜成门站': '2662', '西直门站': '3639', '车公庄西站': '1131', '平安里站': '1850'}, '西直门站': {'车公庄站': '3639', '积水潭站': '3772', '动物园站': '6383', '新街口站': '1941', '大钟寺站': '4809'}, '安河桥北站': {'北宫门站': '1954'}, '北宫门站': {'安河桥北站': '1954', '西苑站': '2143'}, '西苑站': {'北宫门站': '2143', '圆明园站': '1875', '马连洼站': '4584'}, '圆明园站': {'西苑站': '1875', '北京大学东门站': '2537'}, '北京大学东门站': {'圆明园站': '2537', '中关村站': '1502'}, '中关村站': {'北京大学东门站': '1502', '海淀黄庄站': '891'}, '海淀黄庄站': {'中关村站': '891', '人民大学站': '2118', '苏州街站': '1140', '知春里站': '1771'}, '人民大学站': {'海淀黄庄站': '2118', '魏公村站': '3509'}, '魏公村站': {'人民大学站': '3509', '国家图书馆站': '2392'}, '国家图书馆站': {'魏公村站': '2392', '动物园站': '2849', '白石桥南站': '1901'}, '动物园站': {'国家图书馆站': '2849', '西直门站': '6383'}, '新街口站': {'西直门站': '1941', '平安里站': '1739'}, '平安里站': {'新街口站': '1739', '西四站': '985', '车公庄站': '1850', '北海北站': '2034'}, '西四站': {'平安里站': '985', '灵境胡同站': '1017'}, '灵境胡同站': {'西四站': '1017', '西单站': '2118'}, '菜市口站': {'宣武门站': '2825', '陶然亭站': '4029', '广安门内站': '3136', '虎坊桥站': '2267'}, '陶然亭站': {'菜市口站': '4029', '北京南站': '2335'}, '北京南站': {'陶然亭站': '2335', '马家堡站': '3469', '永定门站': '3954'}, '马家堡站': {'北京南站': '3469', '角门西站': '2062'}, '角门西站': {'马家堡站': '2062', '公益西桥站': '1405', '角门东站': '1559', '草桥站': '731251'}, '公益西桥站': {'角门西站': '1405', '新宫站': '4733'}, '新宫站': {'公益西桥站': '4733', '西红门站': '5941'}, '西红门站': {'新宫站': '5941', '高米店北站': '2760'}, '高米店北站': {'西红门站': '2760', '高米店南站': '1921'}, '高米店南站': {'高米店北站': '1921', '枣园站': '1976'}, '枣园站': {'高米店南站': '1976', '清源路站': '1515'}, '清源路站': {'枣园站': '1515', '黄村西大街站': '2101'}, '黄村西大街站': {'清源路站': '2101', '黄村火车站': '2467'}, '黄村火车站': {'黄村西大街站': '2467', '义和庄站': '2762'}, '义和庄站': {'黄村火车站': '2762', '生物医药基地站': '4101'}, '生物医药基地站': {'义和庄站': '4101', '天宫院站': '2320'}, '天宫院站': {'生物医药基地站': '2320'}, '天通苑北站': {'天通苑站': '834'}, '天通苑站': {'天通苑北站': '834', '天通苑南站': '1092'}, '天通苑南站': {'天通苑站': '1092', '立水桥站': '1503'}, '立水桥站': {'天通苑南站': '1503', '立水桥南站': '1224', '霍营站': '7296', '北苑站': '3522'}, '立水桥南站': {'立水桥站': '1224', '北苑路北站': '1308'}, '北苑路北站': {'立水桥南站': '1308', '大屯路东站': '2903'}, '大屯路东站': {'北苑路北站': '2903', '惠新西街北口站': '3057', '安立路站': '2037', '关庄站': '2054'}, '惠新西街北口站': {'大屯路东站': '3057', '惠新西街南口站': '1913'}, '惠新西街南口站': {'惠新西街北口站': '1913', '和平西桥站': '3077', '安贞门站': '922', '芍药居站': '2871'}, '和平西桥站': {'惠新西街南口站': '3077', '和平里北街站': '1436'}, '和平里北街站': {'和平西桥站': '1436', '雍和宫站': '2880'}, '北新桥站': {'雍和宫站': '1435', '张自忠路站': '969'}, '张自忠路站': {'北新桥站': '969', '东四站': '897'}, '东四站': {'张自忠路站': '897', '灯市口站': '1335', '南锣鼓巷站': '3270', '朝阳门站': '2514'}, '灯市口站': {'东四站': '1335', '东单站': '1634'}, '磁器口站': {'崇文门站': '2047', '天坛东门站': '2361', '桥湾站': '2040', '广渠门内站': '2177'}, '天坛东门站': {'磁器口站': '2361', '蒲黄榆站': '2241'}, '蒲黄榆站': {'天坛东门站': '2241', '刘家窑站': '2619', '景泰站': '1506815', '方庄站': '1856'}, '刘家窑站': {'蒲黄榆站': '2619', '宋家庄站': '2345'}, '海淀五路居站': {'慈寿寺站': '3983'}, '慈寿寺站': {'海淀五路居站': '3983', '花园桥站': '2641', '西钓鱼台站': '2099', '车道沟站': '6926'}, '花园桥站': {'慈寿寺站': '2641', '白石桥南站': '1814'}, '白石桥南站': {'花园桥站': '1814', '车公庄西站': '2300', '白堆子站': '3773', '国家图书馆站': '1901'}, '车公庄西站': {'白石桥南站': '2300', '车公庄站': '1131'}, '北海北站': {'平安里站': '2034', '南锣鼓巷站': '2990'}, '南锣鼓巷站': {'北海北站': '2990', '东四站': '3270', '什刹海站': '1054'}, '东大桥站': {'朝阳门站': '1969', '呼家楼站': '1059'}, '呼家楼站': {'东大桥站': '1059', '金台路站': '1556', '团结湖站': '1088', '金台夕照站': '1984'}, '金台路站': {'呼家楼站': '1556', '十里堡站': '3310', '红庙站': '2112', '朝阳公园站': '1486'}, '十里堡站': {'金台路站': '3310', '青年路站': '2548'}, '青年路站': {'十里堡站': '2548', '褡裢坡站': '5040'}, '褡裢坡站': {'青年路站': '5040', '黄渠站': '2991'}, '黄渠站': {'褡裢坡站': '2991', '常营站': '2171'}, '常营站': {'黄渠站': '2171', '草房站': '1386'}, '草房站': {'常营站': '1386', '物资学院路站': '3652'}, '物资学院路站': {'草房站': '3652', '通州北关站': '4299'}, '通州北关站': {'物资学院路站': '4299', '北运河西站': '3645'}, '北运河西站': {'通州北关站': '3645', '郝家府站': '3192'}, '郝家府站': {'北运河西站': '3192', '东夏园站': '1350'}, '东夏园站': {'郝家府站': '1350', '潞城站': '601379'}, '潞城站': {'东夏园站': '601379'}, '北京西站': {'湾子站': '974', '六里桥东站': '1270', '军事博物馆站': '3060'}, '湾子站': {'北京西站': '974', '达官营站': '959'}, '达官营站': {'湾子站': '959', '广安门内站': '1734'}, '广安门内站': {'达官营站': '1734', '菜市口站': '3136'}, '虎坊桥站': {'菜市口站': '2267', '珠市口站': '1886'}, '珠市口站': {'虎坊桥站': '1886', '桥湾站': '1758'}, '桥湾站': {'珠市口站': '1758', '磁器口站': '2040'}, '广渠门内站': {'磁器口站': '2177', '广渠门外站': '2739'}, '广渠门外站': {'广渠门内站': '2739', '九龙山站': '241672'}, '九龙山站': {'广渠门外站': '241672', '大郊亭站': '238571', '北工大西门站': '236642', '大望路站': '242079'}, '大郊亭站': {'九龙山站': '238571', '百子湾站': '5467'}, '百子湾站': {'大郊亭站': '5467', '化工站': '2380'}, '化工站': {'百子湾站': '2380', '南楼梓庄站': '1604'}, '南楼梓庄站': {'化工站': '1604', '欢乐谷景区站': '1999'}, '欢乐谷景区站': {'南楼梓庄站': '1999', '双合站': '4664'}, '双合站': {'欢乐谷景区站': '4664', '焦化厂站': '8482'}, '焦化厂站': {'双合站': '8482'}, '什刹海站': {'南锣鼓巷站': '1054', '鼓楼大街站': '3093'}, '安德里北街站': {'鼓楼大街站': '1124', '安华桥站': '2187'}, '安华桥站': {'安德里北街站': '2187', '北土城站': '1963'}, '北土城站': {'安华桥站': '1963', '奥体中心站': '1563', '健德门站': '3094', '安贞门站': '975'}, '奥体中心站': {'北土城站': '1563', '奥林匹克公园站': '4571'}, '奥林匹克公园站': {'奥体中心站': '4571', '森林公园南门站': '1863', '北沙滩站': '2924', '安立路站': '2594'}, '森林公园南门站': {'奥林匹克公园站': '1863', '林萃桥站': '3803'}, '林萃桥站': {'森林公园南门站': '3803', '永泰庄站': '4408'}, '永泰庄站': {'林萃桥站': '4408', '西小口站': '1108'}, '西小口站': {'永泰庄站': '1108', '育新站': '3082'}, '育新站': {'西小口站': '3082', '霍营站': '2115'}, '霍营站': {'育新站': '2115', '回龙观东大街站': '1113', '回龙观站': '2474', '立水桥站': '7296'}, '回龙观东大街站': {'霍营站': '1113', '平西府站': '2041'}, '平西府站': {'回龙观东大街站': '2041', '育知路站': '2104'}, '育知路站': {'平西府站': '2104', '朱辛庄站': '2964'}, '丰台科技园站': {'郭公庄站': '1568', '科怡路站': '3073'}, '科怡路站': {'丰台科技园站': '3073', '丰台南路站': '1941'}, '丰台南路站': {'科怡路站': '1941', '丰台东大街站': '3650'}, '丰台东大街站': {'丰台南路站': '3650', '七里庄站': '1404'}, '七里庄站': {'丰台东大街站': '1404', '六里桥站': '2067', '大井站': '3066', '西局站': '1807'}, '六里桥站': {'七里庄站': '2067', '六里桥东站': '1311', '西局站': '2752', '莲花桥站': '2867'}, '六里桥东站': {'六里桥站': '1311', '北京西站': '1270'}, '白堆子站': {'军事博物馆站': '4017', '白石桥南站': '3773'}, '车道沟站': {'长春桥站': '1810', '慈寿寺站': '6926'}, '长春桥站': {'车道沟站': '1810', '火器营站': '3872'}, '火器营站': {'长春桥站': '3872', '巴沟站': '4159'}, '巴沟站': {'火器营站': '4159', '苏州街站': '1442'}, '苏州街站': {'巴沟站': '1442', '海淀黄庄站': '1140'}, '知春里站': {'海淀黄庄站': '1771', '知春路站': '1523'}, '知春路站': {'知春里站': '1523', '西土城站': '1161', '大钟寺站': '4567', '五道口站': '2893'}, '西土城站': {'知春路站': '1161', '牡丹园站': '5590'}, '牡丹园站': {'西土城站': '5590', '健德门站': '1869'}, '健德门站': {'牡丹园站': '1869', '北土城站': '3094'}, '安贞门站': {'北土城站': '975', '惠新西街南口站': '922'}, '芍药居站': {'惠新西街南口站': '2871', '太阳宫站': '1294', '望京西站': '4675', '光熙门站': '3129'}, '太阳宫站': {'芍药居站': '1294', '三元桥站': '2493'}, '亮马桥站': {'三元桥站': '2160', '农业展览馆站': '2245'}, '农业展览馆站': {'亮马桥站': '2245', '团结湖站': '998'}, '团结湖站': {'农业展览馆站': '998', '呼家楼站': '1088'}, '金台夕照站': {'呼家楼站': '1984', '国贸站': '1426'}, '双井站': {'国贸站': '4703', '劲松站': '1768854'}, '劲松站': {'双井站': '1768854', '潘家园站': '1771661'}, '潘家园站': {'劲松站': '1771661', '十里河站': '2556'}, '十里河站': {'潘家园站': '2556', '分钟寺站': '2743', '方庄站': '2313', '南八里庄站': '10489'}, '分钟寺站': {'十里河站': '2743', '成寿寺站': '3536'}, '成寿寺站': {'分钟寺站': '3536', '宋家庄站': '2273'}, '石榴庄站': {'宋家庄站': '2257', '大红门站': '5013'}, '大红门站': {'石榴庄站': '5013', '角门东站': '3251'}, '角门东站': {'大红门站': '3251', '角门西站': '1559'}, '草桥站': {'角门西站': '731251', '纪家庙站': '730674'}, '纪家庙站': {'草桥站': '730674', '首经贸站': '2288'}, '首经贸站': {'纪家庙站': '2288', '丰台站': '2131'}, '丰台站': {'首经贸站': '2131', '泥洼站': '5241'}, '泥洼站': {'丰台站': '5241', '西局站': '1834'}, '西局站': {'泥洼站': '1834', '六里桥站': '2752', '七里庄站': '1807'}, '莲花桥站': {'六里桥站': '2867', '公主坟站': '2826'}, '西钓鱼台站': {'公主坟站': '5029', '慈寿寺站': '2099'}, '大钟寺站': {'西直门站': '4809', '知春路站': '4567'}, '五道口站': {'知春路站': '2893', '上地站': '7033'}, '上地站': {'五道口站': '7033', '西二旗站': '2862'}, '龙泽站': {'西二旗站': '6892', '回龙观站': '2177'}, '回龙观站': {'龙泽站': '2177', '霍营站': '2474'}, '北苑站': {'立水桥站': '3522', '望京西站': '7912'}, '望京西站': {'北苑站': '7912', '芍药居站': '4675', '关庄站': '2659', '望京站': '2635'}, '光熙门站': {'芍药居站': '3129', '柳芳站': '2320'}, '柳芳站': {'光熙门站': '2320', '东直门站': '3454'}, '张郭庄站': {'园博园站': '2091'}, '园博园站': {'张郭庄站': '2091', '大瓦窑站': '6000'}, '大瓦窑站': {'园博园站': '6000', '郭庄子站': '2610'}, '郭庄子站': {'大瓦窑站': '2610', '大井站': '6127'}, '大井站': {'郭庄子站': '6127', '七里庄站': '3066'}, '永定门站': {'北京南站': '3954', '景泰站': '1505365'}, '景泰站': {'永定门站': '1505365', '蒲黄榆站': '1506815'}, '方庄站': {'蒲黄榆站': '1856', '十里河站': '2313'}, '南八里庄站': {'十里河站': '10489', '北工大西门站': '6725'}, '北工大西门站': {'南八里庄站': '6725', '九龙山站': '236642'}, '红庙站': {'大望路站': '1159', '金台路站': '2112'}, '朝阳公园站': {'金台路站': '1486', '枣营站': '1826'}, '枣营站': {'朝阳公园站': '1826', '东风北桥站': '2629'}, '东风北桥站': {'枣营站': '2629', '将台站': '2890'}, '将台站': {'东风北桥站': '2890', '望京南站': '1974'}, '望京南站': {'将台站': '1974', '阜通站': '1358'}, '阜通站': {'望京南站': '1358', '望京站': '1332'}, '望京站': {'阜通站': '1332', '东湖渠站': '1666', '望京西站': '2635', '望京东站': '2161'}, '东湖渠站': {'望京站': '1666', '来广营站': '2374'}, '来广营站': {'东湖渠站': '2374', '善各庄站': '5047'}, '善各庄站': {'来广营站': '5047'}, '清华东路西口站': {'六道口站': '1220'}, '六道口站': {'清华东路西口站': '1220', '北沙滩站': '2741'}, '北沙滩站': {'六道口站': '2741', '奥林匹克公园站': '2924'}, '安立路站': {'奥林匹克公园站': '2594', '大屯路东站': '2037'}, '关庄站': {'大屯路东站': '2054', '望京西站': '2659'}, '望京东站': {'望京站': '2161', '崔各庄站': '5230'}, '崔各庄站': {'望京东站': '5230', '马泉营站': '2093'}, '马泉营站': {'崔各庄站': '2093', '孙河站': '3553'}, '孙河站': {'马泉营站': '3553', '国展站': '4768'}, '国展站': {'孙河站': '4768', '花梨坎站': '2504'}, '花梨坎站': {'国展站': '2504', '后沙峪站': '5351'}, '后沙峪站': {'花梨坎站': '5351', '南法信站': '6585'}, '南法信站': {'后沙峪站': '6585', '石门站': '2836'}, '石门站': {'南法信站': '2836', '顺义站': '1553'}, '顺义站': {'石门站': '1553', '俸伯站': '3912'}, '俸伯站': {'顺义站': '3912'}, '北安河站': {'温阳路站': '4510'}, '温阳路站': {'北安河站': '4510', '稻香湖站': '2270'}, '稻香湖站': {'温阳路站': '2270', '屯佃站': '3038'}, '屯佃站': {'稻香湖站': '3038', '永丰站': '6777'}, '永丰站': {'屯佃站': '6777', '永丰南站': '1481'}, '永丰南站': {'永丰站': '1481', '西北旺站': '2135'}, '西北旺站': {'永丰南站': '2135', '马连洼站': '3386'}, '马连洼站': {'西北旺站': '3386', '西苑站': '4584'}})\n"
     ]
    }
   ],
   "source": [
    "import pickle\n",
    "file = open('graph','rb')\n",
    "graph = pickle.load(file)\n",
    "print(graph)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 151,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 找到最小开销节点\n",
    "def find_lowest_cost_node(costs):\n",
    "    # 初始化数据\n",
    "    lowest_cost = float('inf') # 打擂法，初始最小值为inf\n",
    "    lowest_cost_node = None\n",
    "    # 遍历所有节点\n",
    "    for node in costs:\n",
    "        # 如果该节点没有被处理\n",
    "        if not node in processed:\n",
    "            # 如果当前节点的开销比已经存在的开销小，那么就更新该节点为开销最小的节点\n",
    "            if costs[node] < lowest_cost:\n",
    "                lowest_cost = costs[node]\n",
    "                lowest_cost_node = node\n",
    "    return lowest_cost_node\n",
    "# 找到最短路径\n",
    "def find_shortest_path():\n",
    "    node = end\n",
    "    shortest_path = [end]\n",
    "    # 最终的根节点为start\n",
    "    while parents[node] != start:\n",
    "        # 往前移动一步\n",
    "        node = parents[node]\n",
    "        # 添加到路径中\n",
    "        shortest_path.append(node)\n",
    "    shortest_path.append(start)    \n",
    "    return shortest_path\n",
    "\n",
    "# 计算图中从start到end的最短路径\n",
    "def dijkstra():\n",
    "    # 查询到目前开销最小的节点,从U中\n",
    "    node = find_lowest_cost_node(costs)\n",
    "#     print(node)\n",
    "    print('距离{}最近的地铁站：{}'.format(start,node))\n",
    "    # 使用找到的开销最小的节点，计算它的邻居，是否可以通过它进行更新\n",
    "    # 如果所有的节点，都在processed，就结束\n",
    "    while node is not None:\n",
    "        # 获取节点的cost\n",
    "        cost = costs[node] # cost 是从node到start距离\n",
    "        # 获取节点的邻居\n",
    "        neighbors = graph[node]\n",
    "        # 遍历所有邻居，看是否通过它进行更新\n",
    "        for neighbor in neighbors.keys():\n",
    "            # 计算邻居到当前节点 + 当前节点开销\n",
    "            new_cost = cost + float(neighbors[neighbor])\n",
    "            if neighbor not in costs or new_cost < costs[neighbor]:\n",
    "                costs[neighbor] = new_cost\n",
    "                # 经过node到达neighbor节点，cost更少\n",
    "                parents[neighbor] = node\n",
    "        # 将当前节点，标记为已处理\n",
    "        processed.append(node)\n",
    "        # 下一步，继续找u中最短距离的节点\n",
    "        # costs是dijstra中的U， precessed=S  --> Step1，S={D(0)}, U={A(∞),B(∞),C(3),E(4),F(∞),G(∞)}\n",
    "        node = find_lowest_cost_node(costs)\n",
    "#         print('当前cost最小节点：',node)\n",
    "        \n",
    "    # 循环完以后，说明所有节点已经处理完\n",
    "    shortest_path = find_shortest_path()\n",
    "    shortest_path.reverse()\n",
    "    print('从{}到{}的最短路径：{}'.format(start, end, shortest_path))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 159,
   "metadata": {},
   "outputs": [],
   "source": [
    "start = '首经贸站'\n",
    "end = '五道口站'\n",
    "# 创建节点的开销表，cost是指从start到该节点的距离\n",
    "costs = {}\n",
    "# 存储父节点的Hash表，用于记录路径\n",
    "parents = {}\n",
    "parents[end] = None\n",
    "\n",
    "# 获取节点相邻的节点\n",
    "for node in graph[start].keys():\n",
    "    costs[node] = float(graph[start][node])\n",
    "    parents[node] = start\n",
    "\n",
    "\n",
    "# 终点到起始点 设置为无穷大\n",
    "costs[end] = float('inf')\n",
    "    \n",
    "# 记录处理过的节点list\n",
    "processed = []"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 160,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'纪家庙站': 2288.0, '丰台站': 2131.0, '五道口站': inf}"
      ]
     },
     "execution_count": 160,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "costs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 153,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "距离首经贸站最近的地铁站：丰台站\n",
      "从首经贸站到五道口站的最短路径：['首经贸站', '丰台站', '泥洼站', '西局站', '六里桥站', '六里桥东站', '北京西站', '军事博物馆站', '白堆子站', '白石桥南站', '国家图书馆站', '魏公村站', '人民大学站', '海淀黄庄站', '知春里站', '知春路站', '五道口站']\n"
     ]
    }
   ],
   "source": [
    "dijkstra()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 162,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'七里庄站': '2067', '六里桥东站': '1311', '西局站': '2752', '莲花桥站': '2867'}"
      ]
     },
     "execution_count": 162,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 没考虑地铁的曲线距离和车速，所以直接以直线距离判断从六里桥换乘9号线到六里桥东最近\n",
    "graph['六里桥站']"
   ]
  },
  {
   "attachments": {
    "b5cf5804-3140-4168-87ae-e6ec33dec5f5.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:b5cf5804-3140-4168-87ae-e6ec33dec5f5.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3.8.0 64-bit ('Bi_env': venv)",
   "language": "python",
   "name": "python38064bitbienvvenvba07af95a1bb4b078aa8134bba84dff2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
